{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summary: Day2——Loading in your own data\n",
    "\n",
    "Author: Amusi\n",
    "\n",
    "Date:  2018-09-01\n",
    "\n",
    "Reference: \n",
    "\n",
    "- 视频：https://youtu.be/j-3vuBynnOE\n",
    "\n",
    "- 在线文档：https://pythonprogramming.net/loading-custom-data-deep-learning-python-tensorflow-keras/\n",
    "\n",
    "- Datasets：https://www.microsoft.com/en-us/download/confirmation.aspx?id=54765"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 建议使用TensorFlow 1.9.0及以上版本，因为从tf1.9开始，keras就已经整合到tf中了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 准备数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下载并解压 [Dogs vs Cats dataset from Microsoft](https://www.microsoft.com/en-us/download/confirmation.aspx?id=54765) 数据集，将文件夹命名PetImages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.10.0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "% matplotlib inline\n",
    "DATADIR = \"F:/Datasets/kagglecatsanddogs_3367a/PetImages\"\n",
    "CATEGORIES = [\"Dog\", \"Cat\"]\n",
    "\n",
    "for category in CATEGORIES:\n",
    "    path = os.path.join(DATADIR, category) # dog or cat path\n",
    "    for img in os.listdir(path):\n",
    "        img_array = cv2.imread(os.path.join(path, img), cv2.IMREAD_GRAYSCALE )\n",
    "        plt.imshow(img_array, cmap = plt.get_cmap('gray'))\n",
    "        plt.show()\n",
    "        break\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(375, 500)\n"
     ]
    }
   ],
   "source": [
    "# 输出图像的宽度和长度\n",
    "print(img_array.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# resize images\n",
    "IMG_SIZE = 50 # 30\n",
    "\n",
    "\n",
    "new_array = cv2.resize(img_array, (IMG_SIZE, IMG_SIZE))\n",
    "plt.imshow(new_array, cmap = plt.get_cmap('gray'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "创新训练集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "training_data = []\n",
    "\n",
    "def create_training_data():\n",
    "    for category in CATEGORIES:\n",
    "        path = os.path.join(DATADIR, category) # dog or cat path\n",
    "        class_num = CATEGORIES.index(category)\n",
    "        for img in os.listdir(path):\n",
    "            try:\n",
    "                img_array = cv2.imread(os.path.join(path, img), cv2.IMREAD_GRAYSCALE )\n",
    "                new_array = cv2.resize(img_array, (IMG_SIZE, IMG_SIZE))\n",
    "                training_data.append([new_array, class_num])\n",
    "            except Exception as e:\n",
    "                pass\n",
    "\n",
    "create_training_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24946\n"
     ]
    }
   ],
   "source": [
    "print(len(training_data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "shuffle() 将训练集中的元素随机排序，即打乱顺序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "random.shuffle(training_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "0\n",
      "1\n",
      "0\n",
      "0\n",
      "1\n",
      "0\n",
      "0\n",
      "1\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "for sample in training_data[:10]:\n",
    "    print(sample[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = []\n",
    "y = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "for features, label in training_data:\n",
    "    x.append(features)\n",
    "    y.append(label)\n",
    "\n",
    "x = np.array(x).reshape(-1, IMG_SIZE, IMG_SIZE, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将读入的训练数据保存成pickle格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "pickle_out = open(\"y.pickle\", \"wb\")\n",
    "pickle.dump(y, pickle_out)\n",
    "pickle_out.close()\n",
    "\n",
    "pickle_out = open(\"x.pickle\", \"wb\")\n",
    "pickle.dump(x, pickle_out)\n",
    "pickle_out.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载刚才保存好的pickle文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open(\"x.pickle\", \"rb\")\n",
    "x = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[162],\n",
       "        [168],\n",
       "        [149],\n",
       "        ...,\n",
       "        [162],\n",
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       "        [164]],\n",
       "\n",
       "       [[159],\n",
       "        [156],\n",
       "        [150],\n",
       "        ...,\n",
       "        [161],\n",
       "        [164],\n",
       "        [155]],\n",
       "\n",
       "       [[151],\n",
       "        [149],\n",
       "        [149],\n",
       "        ...,\n",
       "        [161],\n",
       "        [164],\n",
       "        [157]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[164],\n",
       "        [164],\n",
       "        [159],\n",
       "        ...,\n",
       "        [ 44],\n",
       "        [ 48],\n",
       "        [ 40]],\n",
       "\n",
       "       [[153],\n",
       "        [155],\n",
       "        [170],\n",
       "        ...,\n",
       "        [ 46],\n",
       "        [ 46],\n",
       "        [ 43]],\n",
       "\n",
       "       [[166],\n",
       "        [163],\n",
       "        [164],\n",
       "        ...,\n",
       "        [ 50],\n",
       "        [ 55],\n",
       "        [ 47]]], dtype=uint8)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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